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CNBC — Technology · September 9, 2026

How one hedge-fund manager built his firm to be powered entirely by AI agents

FinanceBusiness AnalyticsEconomics
THE AI ANGLE
Replacing financial analyst staff with specialized autonomous trading agents

Hedge-fund manager Brian Kelly launched Bracket22, a trading firm powered entirely by specialized AI agents that handle quantitative strategies, technical analysis, and synthesis for trading stocks, commodities, and crypto. By replacing a human staff of seven or eight employees with AI agents, Kelly reduced annual operating and labor costs from approximately $5 million to between $30,000 and $40,000. This provides finance and economics faculty with a concrete case study on how agentic AI can radically alter traditional labor cost structures and individual trader productivity on Wall Street.

THE TEACHING ANGLE
Students can evaluate the operational trade-offs of substituting entire teams of analysts with autonomous AI agents against industry concerns regarding the potential erosion of human reasoning skills.

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